{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:17.263577Z",
     "start_time": "2017-05-10T08:37:16.324211Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import glob\n",
    "\n",
    "%matplotlib qt5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:20.807638Z",
     "start_time": "2017-05-10T08:37:18.632949Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "from collections import namedtuple\n",
    "#from tensorflow.python.summary import event_accumulator\n",
    "from tensorflow.tensorboard.backend.event_processing import event_accumulator\n",
    "\n",
    "RunStatistics = namedtuple('RunStatistics', ['eventaccumulator', 'scalars'])\n",
    "\n",
    "def load_event_data(fn):\n",
    "    ea = event_accumulator.EventAccumulator(fn)\n",
    "    ea.Reload()\n",
    "    \n",
    "    def extract_scalar(event_accumulator, tag):\n",
    "        data = [s.value for s in event_accumulator.Scalars(tag)]\n",
    "        index = [s.step for s in event_accumulator.Scalars(tag)]\n",
    "        return pd.Series(data, index)    \n",
    "    scalars = dict([(t, extract_scalar(ea, t)) for t in ea.Tags()['scalars']])\n",
    "    return RunStatistics(ea, scalars)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MNIST BGIMG"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:28.971376Z",
     "start_time": "2017-05-10T08:37:22.279444Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "files = glob.glob('/publicwork/tom/selfregularizing_nets/snn_paper/mnist_bgimg/*/events.out.tfevents.*')\n",
    "\n",
    "# make descriptions shorter\n",
    "description = [n.split('/')[-2] for n in files]\n",
    "description = [\"_\".join(d.split('_')[:2]) for d in description]\n",
    "\n",
    "alldata = [load_event_data(fn) for fn in files]\n",
    "loss_va = pd.DataFrame([alldata[i].scalars['loss_va'] for i in range(len(alldata))], index=description).T.sort_index(axis=1)\n",
    "loss_tr = pd.DataFrame([alldata[i].scalars['loss_tr'] for i in range(len(alldata))], index=description).T.sort_index(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:28.981222Z",
     "start_time": "2017-05-10T08:37:28.973872Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# extract only the relevant columns\n",
    "data = loss_tr[['relubn_d08', 'relubn_d16', 'relubn_d32', 'selu_d08', 'selu_d16', 'selu_d32']] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:31.784891Z",
     "start_time": "2017-05-10T08:37:28.984862Z"
    }
   },
   "outputs": [
    {
     "data": {
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vrfjn6ODgQPPmzQkJCeHQoUNVdr3SWg7L6vjx4wQEBODq6oqdnR1NmzZl+vTp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\nRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fa8f410b8>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "colors = plt.cm.bwr([0.05, 0.15, 0.25, 0.75, 0.85, 0.95])\n",
    "labels = ['BatchNorm Depth 8', 'BatchNorm Depth 16', 'BatchNorm Depth 32', 'SNN Depth 8', 'SNN Depth 16', 'SNN Depth 32']\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "for i, r in enumerate(data):  # iterate over data columns\n",
    "    d = data[r]\n",
    "    ax.plot(d, color=colors[i], label=labels[i])\n",
    "#loss_tr.plot(ax=ax, colormap=, logy=True)\n",
    "ax.set_yscale('log')\n",
    "ax_set_ylabel(\"Training Error\")\n",
    "ax.legend()\n",
    "fig.tight_layout()\n",
    "#fig.savefig('/system/user/unterthi/work/mnist_bgimg.png')\n",
    "fig.savefig('/system/user/unterthi/work/mnist_bgimg.pdf')\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MNIST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:38.288840Z",
     "start_time": "2017-05-10T08:37:31.787587Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "files = glob.glob('/publicwork/tom/selfregularizing_nets/snn_paper/mnist/*/events.out.tfevents.*')\n",
    "\n",
    "# make descriptions shorter\n",
    "description = [n.split('/')[-2] for n in files]\n",
    "description = [\"_\".join(d.split('_')[:2]) for d in description]\n",
    "\n",
    "alldata = [load_event_data(fn) for fn in files]\n",
    "loss_va = pd.DataFrame([alldata[i].scalars['loss_va'] for i in range(len(alldata))], index=description).T.sort_index(axis=1)\n",
    "loss_tr = pd.DataFrame([alldata[i].scalars['loss_tr'] for i in range(len(alldata))], index=description).T.sort_index(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:40.912809Z",
     "start_time": "2017-05-10T08:37:38.291460Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DTEwMUVFRJuU2btyIlZUViYmJrF27Vr2+aNEiXn/9dfR6PV26dOHVV19l6tSp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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fa7f4a470>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract only the relevant columns\n",
    "data = loss_tr[['relubn_d08', 'relubn_d16', 'relubn_d32', 'selu_d08', 'selu_d16', 'selu_d32']] \n",
    "\n",
    "colors = plt.cm.bwr([0.05, 0.15, 0.25, 0.75, 0.85, 0.95])\n",
    "labels = ['BatchNorm Depth 8', 'BatchNorm Depth 16', 'BatchNorm Depth 32', 'SNN Depth 8', 'SNN Depth 16', 'SNN Depth 32']\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "for i, r in enumerate(data):  # iterate over data columns\n",
    "    d = data[r]\n",
    "    ax.plot(d, color=colors[i], label=labels[i])\n",
    "#loss_tr.plot(ax=ax, colormap=, logy=True)\n",
    "ax.set_yscale('log')\n",
    "ax.legend()\n",
    "fig.tight_layout()\n",
    "#fig.savefig('/system/user/unterthi/work/mnist.png')\n",
    "fig.savefig('/system/user/unterthi/work/mnist.pdf')\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CIFAR 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:47.593161Z",
     "start_time": "2017-05-10T08:37:40.915524Z"
    },
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "files = glob.glob('/publicwork/tom/selfregularizing_nets/snn_paper/cifar10/*/events.out.tfevents.*')\n",
    "\n",
    "# make descriptions shorter\n",
    "description = [n.split('/')[-2] for n in files]\n",
    "description = [\"_\".join(d.split('_')[:2]) for d in description]\n",
    "\n",
    "alldata = [load_event_data(fn) for fn in files]\n",
    "loss_va = pd.DataFrame([alldata[i].scalars['loss_va'] for i in range(len(alldata))], index=description).T.sort_index(axis=1)\n",
    "loss_tr = pd.DataFrame([alldata[i].scalars['loss_tr'] for i in range(len(alldata))], index=description).T.sort_index(axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:50.331207Z",
     "start_time": "2017-05-10T08:37:47.596431Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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aN954g3379nH69Gk+/fRT1q9fz9y5c5Vz4uPjee211/jvf//L4cOH8fT05Pnn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NRU5IdLerBpUwq7jRu9E3YA56l89RVr7ZYt49kqHGnRgmGQ776jEvrxR9q29OsXeNfIINOwIcd3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\nziWXXAKTyeRQ7rzzToc6RUVFuPLKKxEVFYWUlBQ89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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f8fa19e8710>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# extract only the relevant columns\n",
    "data = loss_tr[['relubn_d08', 'relubn_d16', 'relubn_d32', 'selu_d08', 'selu_d16', 'selu_d32']] \n",
    "\n",
    "colors = plt.cm.bwr([0.05, 0.15, 0.25, 0.75, 0.85, 0.95])\n",
    "labels = ['BatchNorm Depth 8', 'BatchNorm Depth 16', 'BatchNorm Depth 32', 'SNN Depth 8', 'SNN Depth 16', 'SNN Depth 32']\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "for i, r in enumerate(data):  # iterate over data columns\n",
    "    d = data[r]\n",
    "    ax.plot(d, color=colors[i], label=labels[i])\n",
    "#loss_tr.plot(ax=ax, colormap=, logy=True)\n",
    "ax.set_yscale('log')\n",
    "ax.legend()\n",
    "fig.tight_layout()\n",
    "#fig.savefig('/system/user/unterthi/work/cifar10.png')\n",
    "fig.savefig('/system/user/unterthi/work/cifar10.pdf')\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# System Information"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2017-05-10T08:37:50.828748Z",
     "start_time": "2017-05-10T08:37:50.333730Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Host:                cobra: Linux-3.10.0-327.36.1.el7.x86_64-x86_64-with-centos-7.2.1511-Core\n",
      "Date:                2017-05-10 10:37:50.784749\n",
      "Python version:      3.6.1 (default, Mar 28 2017, 18:54:00) \n",
      "                     [GCC 4.8.5 20150623 (Red Hat 4.8.5-11)]\n",
      "repository version:  commit 56a15e81e7e58c613602190bb17b9ce9b773d7e8\n",
      "\n",
      "loaded modules:\n",
      "\t biutils 2017.2\n",
      "\t matplotlib 2.0.0\n",
      "\t numpy 1.12.1\n",
      "\t pandas 0.19.2\n",
      "\t tensorflow 1.1.0\n"
     ]
    }
   ],
   "source": [
    "import biutils\n",
    "biutils.print_system_information()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  },
  "nav_menu": {},
  "toc": {
   "navigate_menu": false,
   "number_sections": false,
   "sideBar": false,
   "threshold": 6,
   "toc_cell": false,
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
